Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models Paper • 2402.14848 • Published Feb 19 • 18
Teaching Large Language Models to Reason with Reinforcement Learning Paper • 2403.04642 • Published Mar 7 • 46
How Far Are We from Intelligent Visual Deductive Reasoning? Paper • 2403.04732 • Published Mar 7 • 18
Self-Discover: Large Language Models Self-Compose Reasoning Structures Paper • 2402.03620 • Published Feb 6 • 109
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models Paper • 2310.06117 • Published Oct 9, 2023 • 3
Gemini: A Family of Highly Capable Multimodal Models Paper • 2312.11805 • Published Dec 19, 2023 • 45
Chain-of-Verification Reduces Hallucination in Large Language Models Paper • 2309.11495 • Published Sep 20, 2023 • 38
Large Language Models Cannot Self-Correct Reasoning Yet Paper • 2310.01798 • Published Oct 3, 2023 • 33
Orca 2: Teaching Small Language Models How to Reason Paper • 2311.11045 • Published Nov 18, 2023 • 70
I am a Strange Dataset: Metalinguistic Tests for Language Models Paper • 2401.05300 • Published Jan 10 • 4
Challenge LLMs to Reason About Reasoning: A Benchmark to Unveil Cognitive Depth in LLMs Paper • 2312.17080 • Published Dec 28, 2023 • 1
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Paper • 2201.11903 • Published Jan 28, 2022 • 9
Premise Order Matters in Reasoning with Large Language Models Paper • 2402.08939 • Published Feb 14 • 27
Orca: Progressive Learning from Complex Explanation Traces of GPT-4 Paper • 2306.02707 • Published Jun 5, 2023 • 46
Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing Paper • 2404.12253 • Published Apr 18 • 53
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models Paper • 2406.02061 • Published Jun 4 • 1
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Paper • 2406.03618 • Published Jun 5 • 2
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Paper • 2406.06469 • Published Jun 10 • 24
Teaching Transformers Causal Reasoning through Axiomatic Training Paper • 2407.07612 • Published Jul 10 • 2
NeedleBench: Can LLMs Do Retrieval and Reasoning in 1 Million Context Window? Paper • 2407.11963 • Published Jul 16 • 43
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization Paper • 2405.15071 • Published May 23 • 37
Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models Paper • 2411.12580 • Published 3 days ago • 2